using linguistic analysis to break through the noise - #clzsf - benjamin spiegel

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August 11–14, 2014 #CZLSF | @ClickZLive The Global Conference Series Designed by Digital Marketers, for Digital Marketers The Language of Discovery Using linguistic analysis to break through the noise Benjamin Spiegel Managing Director, Strategy @nxfxcom / @GroupMWorldWide

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Benjamin Spiegel's presentation on using linguistic analysis to break through the noise. Presented in August at ClickZ Live San Francisco - Questions? @nxfxcom

TRANSCRIPT

Page 1: Using linguistic analysis to break through the noise -  #CLZSF - Benjamin Spiegel

August 11–14, 2014

#CZLSF | @ClickZLive

The Global Conference Series Designed by Digital Marketers, for Digital Marketers

The Language of DiscoveryUsing linguistic analysis to break through the noise

Benjamin SpiegelManaging Director, Strategy@nxfxcom / @GroupMWorldWide

Page 2: Using linguistic analysis to break through the noise -  #CLZSF - Benjamin Spiegel

August 11–14, 2014 | #CZLSF | @ClickZLive

THINGS USED TO BE SIMPLE

@nxfxcom

Page 3: Using linguistic analysis to break through the noise -  #CLZSF - Benjamin Spiegel

August 11–14, 2014 | #CZLSF | @ClickZLive

@nxfxcom

Page 4: Using linguistic analysis to break through the noise -  #CLZSF - Benjamin Spiegel

August 11–14, 2014 | #CZLSF | @ClickZLive

THINGS HAVE EVOLVED

@nxfxcom

Page 5: Using linguistic analysis to break through the noise -  #CLZSF - Benjamin Spiegel

August 11–14, 2014 | #CZLSF | @ClickZLive

@nxfxcom

Page 6: Using linguistic analysis to break through the noise -  #CLZSF - Benjamin Spiegel

August 11–14, 2014 | #CZLSF | @ClickZLive

DEVICES HAVE EVOLVED

@nxfxcom

Page 7: Using linguistic analysis to break through the noise -  #CLZSF - Benjamin Spiegel

August 11–14, 2014 | #CZLSF | @ClickZLive

@nxfxcom

Page 8: Using linguistic analysis to break through the noise -  #CLZSF - Benjamin Spiegel

August 11–14, 2014 | #CZLSF | @ClickZLive

DIGITAL WAS SIMPLE TOO

@nxfxcom

Page 9: Using linguistic analysis to break through the noise -  #CLZSF - Benjamin Spiegel

August 11–14, 2014 | #CZLSF | @ClickZLive

@nxfxcom

Page 10: Using linguistic analysis to break through the noise -  #CLZSF - Benjamin Spiegel

August 11–14, 2014 | #CZLSF | @ClickZLive

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Page 11: Using linguistic analysis to break through the noise -  #CLZSF - Benjamin Spiegel

August 11–14, 2014 | #CZLSF | @ClickZLive

THINGS EVOLVED, AGAIN

@nxfxcom

Page 12: Using linguistic analysis to break through the noise -  #CLZSF - Benjamin Spiegel

August 11–14, 2014 | #CZLSF | @ClickZLive

@nxfxcom

Page 13: Using linguistic analysis to break through the noise -  #CLZSF - Benjamin Spiegel

August 11–14, 2014 | #CZLSF | @ClickZLive

I NEED CAR INSURANCE

@nxfxcom

Page 14: Using linguistic analysis to break through the noise -  #CLZSF - Benjamin Spiegel

August 11–14, 2014 | #CZLSF | @ClickZLive

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Page 15: Using linguistic analysis to break through the noise -  #CLZSF - Benjamin Spiegel

August 11–14, 2014 | #CZLSF | @ClickZLive

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Page 16: Using linguistic analysis to break through the noise -  #CLZSF - Benjamin Spiegel

August 11–14, 2014 | #CZLSF | @ClickZLive

GOOGLE EVOLUTION:I NEED A TRUCK

@nxfxcom

Page 17: Using linguistic analysis to break through the noise -  #CLZSF - Benjamin Spiegel

August 11–14, 2014 | #CZLSF | @ClickZLive

@nxfxcom

Page 18: Using linguistic analysis to break through the noise -  #CLZSF - Benjamin Spiegel

August 11–14, 2014 | #CZLSF | @ClickZLive

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Page 19: Using linguistic analysis to break through the noise -  #CLZSF - Benjamin Spiegel

August 11–14, 2014 | #CZLSF | @ClickZLive

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Page 20: Using linguistic analysis to break through the noise -  #CLZSF - Benjamin Spiegel

August 11–14, 2014 | #CZLSF | @ClickZLive

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Page 21: Using linguistic analysis to break through the noise -  #CLZSF - Benjamin Spiegel

August 11–14, 2014 | #CZLSF | @ClickZLive

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Page 22: Using linguistic analysis to break through the noise -  #CLZSF - Benjamin Spiegel

August 11–14, 2014 | #CZLSF | @ClickZLive

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Page 23: Using linguistic analysis to break through the noise -  #CLZSF - Benjamin Spiegel

August 11–14, 2014 | #CZLSF | @ClickZLive

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Page 24: Using linguistic analysis to break through the noise -  #CLZSF - Benjamin Spiegel

August 11–14, 2014 | #CZLSF | @ClickZLive

NNGROUP.COM/BOOKS/EYETRACKING-WEB-USABILITY/

@nxfxcom

Page 25: Using linguistic analysis to break through the noise -  #CLZSF - Benjamin Spiegel

August 11–14, 2014 | #CZLSF | @ClickZLive

MISSCONCEPTIONS

@nxfxcom

Page 26: Using linguistic analysis to break through the noise -  #CLZSF - Benjamin Spiegel

August 11–14, 2014 | #CZLSF | @ClickZLive

@nxfxcom

(I AM A HAPPY CONSUMER)

Page 27: Using linguistic analysis to break through the noise -  #CLZSF - Benjamin Spiegel

August 11–14, 2014 | #CZLSF | @ClickZLive

@nxfxcom(I AM A HAPPY CONSUMER)

Page 28: Using linguistic analysis to break through the noise -  #CLZSF - Benjamin Spiegel

August 11–14, 2014 | #CZLSF | @ClickZLive

WWW.LUMAPARTNERS.COM/LUMASCAPES/

@nxfxcom

Page 29: Using linguistic analysis to break through the noise -  #CLZSF - Benjamin Spiegel

August 11–14, 2014 | #CZLSF | @ClickZLive

@nxfxcom

Page 30: Using linguistic analysis to break through the noise -  #CLZSF - Benjamin Spiegel

August 11–14, 2014 | #CZLSF | @ClickZLive

@nxfxcom

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August 11–14, 2014 | #CZLSF | @ClickZLive

LOTS OF NOISE

@nxfxcom

Page 32: Using linguistic analysis to break through the noise -  #CLZSF - Benjamin Spiegel

August 11–14, 2014 | #CZLSF | @ClickZLive

FIGHTING FOR THE CONSUMERS ATTENTION

@nxfxcom

Page 33: Using linguistic analysis to break through the noise -  #CLZSF - Benjamin Spiegel

August 11–14, 2014 | #CZLSF | @ClickZLive

@nxfxcom

Page 34: Using linguistic analysis to break through the noise -  #CLZSF - Benjamin Spiegel

August 11–14, 2014 | #CZLSF | @ClickZLive

@nxfxcom

Page 35: Using linguistic analysis to break through the noise -  #CLZSF - Benjamin Spiegel

August 11–14, 2014 | #CZLSF | @ClickZLive

@nxfxcom

1. Who are our consumers2. Where are our consumers3. Are they ready to buy

Now we know things like

WHO – WHERE - WHEN

Page 36: Using linguistic analysis to break through the noise -  #CLZSF - Benjamin Spiegel

August 11–14, 2014 | #CZLSF | @ClickZLive

WE ARE MISSING THE MOST IMPORTANT THING.

@nxfxcom

Page 37: Using linguistic analysis to break through the noise -  #CLZSF - Benjamin Spiegel

August 11–14, 2014 | #CZLSF | @ClickZLive

WHAT TO SAY!

@nxfxcom

Page 38: Using linguistic analysis to break through the noise -  #CLZSF - Benjamin Spiegel

August 11–14, 2014 | #CZLSF | @ClickZLive

OUR ADVANTAGE(OVER TRADITIONAL)

@nxfxcom

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August 11–14, 2014 | #CZLSF | @ClickZLive

@nxfxcom

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August 11–14, 2014 | #CZLSF | @ClickZLive

UNIQUE CONSUMER EXPERIENCES

@nxfxcom

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August 11–14, 2014 | #CZLSF | @ClickZLive

@nxfxcom

Page 42: Using linguistic analysis to break through the noise -  #CLZSF - Benjamin Spiegel

August 11–14, 2014 | #CZLSF | @ClickZLive

WE HAVE THE LARGEST CONSUMER PANEL IN THE WORLD

@nxfxcom

Page 43: Using linguistic analysis to break through the noise -  #CLZSF - Benjamin Spiegel

August 11–14, 2014 | #CZLSF | @ClickZLive

THE INTERNET

@nxfxcom

WHERE CONSUMERS LOVE TO TALK

Page 44: Using linguistic analysis to break through the noise -  #CLZSF - Benjamin Spiegel

August 11–14, 2014 | #CZLSF | @ClickZLive

REDEFINE CONSUMERUNDERSTANDING

@nxfxcom

Page 45: Using linguistic analysis to break through the noise -  #CLZSF - Benjamin Spiegel

August 11–14, 2014 | #CZLSF | @ClickZLive

SOCIAL LISTENINGSEARCH DATA

PANELSSURVEYS

@nxfxcom

Page 46: Using linguistic analysis to break through the noise -  #CLZSF - Benjamin Spiegel

August 11–14, 2014 | #CZLSF | @ClickZLive

READING…

@nxfxcom

Page 47: Using linguistic analysis to break through the noise -  #CLZSF - Benjamin Spiegel

August 11–14, 2014 | #CZLSF | @ClickZLive

…WHAT THEY THINK & SAY@nxfx

com

Page 48: Using linguistic analysis to break through the noise -  #CLZSF - Benjamin Spiegel

August 11–14, 2014 | #CZLSF | @ClickZLive

NUMBERSVS

WORDS

@nxfxcom

Page 49: Using linguistic analysis to break through the noise -  #CLZSF - Benjamin Spiegel

August 11–14, 2014 | #CZLSF | @ClickZLive

LANDING PAGE METRICS

/COUPONS 1,000 VISITS 17% BR

/FEATURES 3,000 VISITS 27% BR

@nxfxcom

Page 50: Using linguistic analysis to break through the noise -  #CLZSF - Benjamin Spiegel

August 11–14, 2014 | #CZLSF | @ClickZLive

WOULDN’T YOU RATHER HAVE

@nxfxcom

Page 51: Using linguistic analysis to break through the noise -  #CLZSF - Benjamin Spiegel

August 11–14, 2014 | #CZLSF | @ClickZLive

“I like the smell”

@nxfxcom

“very efficient”

“great price”

Page 52: Using linguistic analysis to break through the noise -  #CLZSF - Benjamin Spiegel

August 11–14, 2014 | #CZLSF | @ClickZLive

USING LINGUISTICAL ANALYSIS TO BETTER CONNECT WITH

OUR CONSUMERS

@nxfxcom

Page 53: Using linguistic analysis to break through the noise -  #CLZSF - Benjamin Spiegel

August 11–14, 2014 | #CZLSF | @ClickZLive

WHERE TO START(2 EXAMPLES)

@nxfxcom

Page 54: Using linguistic analysis to break through the noise -  #CLZSF - Benjamin Spiegel

August 11–14, 2014 | #CZLSF | @ClickZLive

#1SOCIAL MEDIA

@nxfxcom

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August 11–14, 2014 | #CZLSF | @ClickZLive

#CLZSF

@nxfxcom

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August 11–14, 2014 | #CZLSF | @ClickZLive

#1 GET DATA

@nxfxcom

https://dev.twitter.com/docs/api/1.1/get/search/tweets

Page 57: Using linguistic analysis to break through the noise -  #CLZSF - Benjamin Spiegel

August 11–14, 2014 | #CZLSF | @ClickZLive

#2 PICK A TOOL

@nxfxcom

http://rapidminer.com/products/rapidminer-studio/

Page 58: Using linguistic analysis to break through the noise -  #CLZSF - Benjamin Spiegel

August 11–14, 2014 | #CZLSF | @ClickZLive

#3 BUILD A FLOW

@nxfxcom

Its easier then it looks

Page 59: Using linguistic analysis to break through the noise -  #CLZSF - Benjamin Spiegel

August 11–14, 2014 | #CZLSF | @ClickZLive

@nxfxcom

SAMPLE FLOW

Page 60: Using linguistic analysis to break through the noise -  #CLZSF - Benjamin Spiegel

August 11–14, 2014 | #CZLSF | @ClickZLive

@nxfxcom

Page 61: Using linguistic analysis to break through the noise -  #CLZSF - Benjamin Spiegel

August 11–14, 2014 | #CZLSF | @ClickZLive

POS FILTER PATTERN OF SPEECH

@nxfxcom

Page 62: Using linguistic analysis to break through the noise -  #CLZSF - Benjamin Spiegel

August 11–14, 2014 | #CZLSF | @ClickZLive

@nxfxcom

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August 11–14, 2014 | #CZLSF | @ClickZLive

POS?WHAT ARE PATTERNS OF SPEECH

@nxfxcom

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August 11–14, 2014 | #CZLSF | @ClickZLive

@nxfxcom

Page 65: Using linguistic analysis to break through the noise -  #CLZSF - Benjamin Spiegel

August 11–14, 2014 | #CZLSF | @ClickZLive

AMAZING RESULTSIN TEXT BASED ADS

@nxfxcom

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August 11–14, 2014 | #CZLSF | @ClickZLive

@nxfxcom

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August 11–14, 2014 | #CZLSF | @ClickZLive

#2COMPETITIVE INSIGHTS

@nxfxcom

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August 11–14, 2014 | #CZLSF | @ClickZLive

@nxfxcom

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August 11–14, 2014 | #CZLSF | @ClickZLive

@nxfxcom

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August 11–14, 2014 | #CZLSF | @ClickZLive

https://snap.stanford.edu/data/web-amazon.html

@nxfxcom

Page 71: Using linguistic analysis to break through the noise -  #CLZSF - Benjamin Spiegel

August 11–14, 2014 | #CZLSF | @ClickZLive

pyOut = {}

for str in kIn['Col0']: tokens = str.split(':', 1) if len(tokens): if tokens[0] in pyOut: column = pyOut[tokens[0]] else: column = [] column.append(tokens[1].strip()) pyOut.update({tokens[0] : column})

@nxfxcom

Page 72: Using linguistic analysis to break through the noise -  #CLZSF - Benjamin Spiegel

August 11–14, 2014 | #CZLSF | @ClickZLive

@nxfxcom

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August 11–14, 2014 | #CZLSF | @ClickZLive

COMPETITOR ATTRIBUTES

@nxfxcom

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August 11–14, 2014 | #CZLSF | @ClickZLive

NEGATIVE ATTRIBUTES

@nxfxcom

Page 75: Using linguistic analysis to break through the noise -  #CLZSF - Benjamin Spiegel

August 11–14, 2014 | #CZLSF | @ClickZLive

LEARNERS / PREDICTORS

@nxfxcom

1. Keyword tagging by intend2. Engagement by condition3. Most Likely outcomes4. Ranking Factors

Machine learning

Page 76: Using linguistic analysis to break through the noise -  #CLZSF - Benjamin Spiegel

August 11–14, 2014 | #CZLSF | @ClickZLive

CURRENT PROJECT

@nxfxcom

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August 11–14, 2014 | #CZLSF | @ClickZLive

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August 11–14, 2014 | #CZLSF | @ClickZLive

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August 11–14, 2014 | #CZLSF | @ClickZLive

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August 11–14, 2014 | #CZLSF | @ClickZLive

@nxfxcom

*NON BRANDED, EQUAL EQUITY ETC. VERY OBJECTIONABLE

Page 81: Using linguistic analysis to break through the noise -  #CLZSF - Benjamin Spiegel

August 11–14, 2014 | #CZLSF | @ClickZLive

WHERE SHOULD YOU LOOK FOR YOUR DATA?

- CRM SYSTEM- CUSTOMER SUPPORT EMAILS

- SUPPORT FORUM- KNOWLEDGE BASE (BY PV)

- RATINGS AND REVIEWS

@nxfxcom

Benjamin Spiegel
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August 11–14, 2014 | #CZLSF | @ClickZLive

THANK YOUQUESTIONS? @NXFXCOM

@nxfxcom